The OLS-derived local Moran estimator is extensively studied. Yet, few have focused on whether it may be possible to estimate local Moran statistics in a statistically-robust fashion. Indeed, robustness is important when trying to distinguish between spatial outliers, which are unusual observations relative to other observations within a geographic locale, and distributional outliers, which are unusual observations no matter where they are or who they’re around.